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SotA/Methodology/Anomaly Detection/MVTec AD

Anomaly Detection on MVTec AD

Metric: FPS (higher is better)

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#Model↕FPS▼AugmentationsPaperDate↕Code
1CPR-faster(TensorRT)1016NoTarget before Shooting: Accurate Anomaly Detecti...2023-08-13Code
2EfficientAD-S614NoEfficientAD: Accurate Visual Anomaly Detection a...2023-03-25Code
3CPR-faster478YesTarget before Shooting: Accurate Anomaly Detecti...2023-08-13Code
4CPR-fast(TensorRT)362NoTarget before Shooting: Accurate Anomaly Detecti...2023-08-13Code
5EfficientAD (early stopping)269YesEfficientAD: Accurate Visual Anomaly Detection a...2023-03-25Code
6EfficientAD-M269NoEfficientAD: Accurate Visual Anomaly Detection a...2023-03-25Code
7CPR-fast245YesTarget before Shooting: Accurate Anomaly Detecti...2023-08-13Code
8TASAD142No--Code
9CPR(TensorRT)130NoTarget before Shooting: Accurate Anomaly Detecti...2023-08-13Code
10CPR113YesTarget before Shooting: Accurate Anomaly Detecti...2023-08-13Code
11FAPM44.1YesFAPM: Fast Adaptive Patch Memory for Real-time I...2022-11-14Code
12MemSeg31.3YesMemSeg: A semi-supervised method for image surfa...2022-05-02Code
13CFLOW-AD27NoCFLOW-AD: Real-Time Unsupervised Anomaly Detecti...2021-07-27Code
14WeakREST-Un25.2NoIndustrial Anomaly Detection and Localization Us...2023-06-06-
15Fastflow21.8NoFastFlow: Unsupervised Anomaly Detection and Loc...2021-11-15Code
16DFR20NoDFR: Deep Feature Reconstruction for Unsupervise...2020-12-13Code
17InversionAD11NoReconstruction-Free Anomaly Detection with Diffu...2025-04-08Code
18PatchCore Large5.88NoTowards Total Recall in Industrial Anomaly Detec...2021-06-15Code
19PaDiM-WR50-Rd5504.4NoPaDiM: a Patch Distribution Modeling Framework f...2020-11-17Code
20Patch-SVDD2.1YesPatch SVDD: Patch-level SVDD for Anomaly Detecti...2020-06-29Code
21DifferNet2YesSame Same But DifferNet: Semi-Supervised Defect ...2020-08-28Code
22SPADE1.5NoSub-Image Anomaly Detection with Deep Pyramid Co...2020-05-05Code